Title :
A new direction adaptive scheme for image interpolation
Author :
Jiang, Hao ; Moloney, Cecilia
Author_Institution :
Electr. & Comput. Eng., Memorial Univ. of Newfoundland, St. John´´s, Nfld., Canada
Abstract :
We present a novel image interpolation method based on variational models with both smoothing and orientation constraints. By introducing the orientation constraint, we simplify the nonlinear PDE problem into a series of problems with explicit solutions. In our model, the gradient directions for the interpolated pixels are first estimated using a modified orientation diffusion method. Using these estimated gradient directions adaptive directional interpolation is carried out. An effective numerical implementation of the adaptive directional interpolation is presented for the case of upsampling by factors of two. This implementation had very low complexity and is well suited for real-time applications.
Keywords :
adaptive signal processing; image sampling; interpolation; nonlinear differential equations; partial differential equations; adaptive directional interpolation; direction adaptive scheme; gradient directions; image interpolation; interpolated pixels; low complexity implementation; modified orientation diffusion method; nonlinear PDE problem; numerical implementation; orientation constraints; real-time applications; smoothing constraints; upsampling; variational models; Digital images; Filters; Frequency; Image edge detection; Image resolution; Interpolation; Nearest neighbor searches; Pixel; Shape; Smoothing methods;
Conference_Titel :
Image Processing. 2002. Proceedings. 2002 International Conference on
Print_ISBN :
0-7803-7622-6
DOI :
10.1109/ICIP.2002.1038982